Contrary to popular cynicism, ominous warnings about AI from leaders like Anthropic's CEO are often genuine. Ethan Mollick suggests these executives truly believe in the potential dangers of the technology they are creating, and it's not solely a marketing tactic to inflate its power.

Even with superhuman AI, Dario Amodei argues the economic revolution won't be instant. The real-world bottleneck is "economic diffusion": the messy, human process of enterprise adoption, including legal reviews, security compliance, and change management, which creates a fast but not infinite adoption curve.

Dario Amodei highlights the extreme financial risk in scaling AI. If Anthropic were to purchase compute assuming a continued 10x revenue growth, a delay of just one year in market adoption would be "ruinous." This risk forces a more conservative compute scaling strategy than their optimistic technical timelines might suggest.

Drawing parallels to the Industrial Revolution, Demis Hassabis warns that AI's societal transformation will be significantly more compressed and impactful. He predicts it will be '10 times bigger' and happen '10 times faster,' unfolding over a single decade rather than a century, demanding rapid adaptation from global institutions.

Dario Amodei stands by his 2017 "big blob of compute" hypothesis. He argues that AI breakthroughs are driven by scaling a few core elements—compute, data, training time, and a scalable objective—rather than clever algorithmic tricks, a view similar to Rich Sutton's "Bitter Lesson."

Anthropic CEO Dario Amadei's two-year AGI timeline, far shorter than DeepMind's five-year estimate, is rooted in his prediction that AI will automate most software engineering within 12 months. This "code AGI" is seen as the inflection point for a recursive feedback loop where AI rapidly improves itself.

Demis Hassabis, CEO of Google DeepMind, warns that the societal transition to AGI will be immensely disruptive, happening at a scale and speed ten times greater than the Industrial Revolution. This suggests that historical parallels are inadequate for planning and preparation.

Dario Amodei is "at like 90%" confidence that AI will achieve the capability of a "country of geniuses in a data center" by 2035. He believes the path is clear, with the only major uncertainties being geopolitical disruptions or a fundamental roadblock in scaling non-verifiable creative tasks.

The narrative of AI's world-changing power and existential risk may be fueled by CEOs' vested interest in securing enormous investments. By framing the technology as revolutionary and dangerous, it justifies higher valuations and larger funding rounds, as Scott Galloway suggests for companies like Anthropic.